{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import os\n",
    "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\";\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\" \n",
    "import ktrain\n",
    "from ktrain import vision as vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'beagle'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# build a regular expression that extracts class from file name\n",
    "import re\n",
    "p = re.compile(r'([^/]+)_\\d+.jpg$')\n",
    "r = p.search('/hello/world/beagle_007.jpg')\n",
    "r.group(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 7390 images belonging to 1 classes.\n",
      "Found 37 classes: ['Abyssinian', 'Bengal', 'Birman', 'Bombay', 'British_Shorthair', 'Egyptian_Mau', 'Maine_Coon', 'Persian', 'Ragdoll', 'Russian_Blue', 'Siamese', 'Sphynx', 'american_bulldog', 'american_pit_bull_terrier', 'basset_hound', 'beagle', 'boxer', 'chihuahua', 'english_cocker_spaniel', 'english_setter', 'german_shorthaired', 'great_pyrenees', 'havanese', 'japanese_chin', 'keeshond', 'leonberger', 'miniature_pinscher', 'newfoundland', 'pomeranian', 'pug', 'saint_bernard', 'samoyed', 'scottish_terrier', 'shiba_inu', 'staffordshire_bull_terrier', 'wheaten_terrier', 'yorkshire_terrier']\n",
      "y shape: (7390,37)\n",
      "Found 5852 images.\n",
      "Found 1538 images.\n"
     ]
    }
   ],
   "source": [
    "# use the vision.images_from_fname to load the dataset and extract class names from file names\n",
    "# Don't forget to do the following\n",
    "# 1. Download data from here:  https://s3.amazonaws.com/fast-ai-imageclas/oxford-iiit-pet.tgz\n",
    "# 2. set DATADIR to the extracted folder\n",
    "DATADIR='data/oxford-iiit-pet/images'\n",
    "data_aug = vis.get_data_aug(horizontal_flip=True, shear_range=0.2) # additions to default data augmentation\n",
    "(train_data, val_data, preproc) = vis.images_from_fname( \n",
    "                                                          DATADIR,\n",
    "                                                           pattern = r'([^/]+)_\\d+.jpg$',\n",
    "                                                           data_aug = data_aug, \n",
    "                                                           target_size=(299,299), color_mode='rgb', val_pct=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The normalization scheme has been changed for use with a pretrained_resnet50 model. If you decide to use a different model, please reload your dataset with a ktrain.vision.data.images_from* function.\n",
      "\n",
      "Is Multi-Label? False\n",
      "pretrained_resnet50 model created.\n"
     ]
    }
   ],
   "source": [
    "# build a pre-trained ResNet50 model\n",
    "# Note that we have used the pt_fc and pt_ps arguments to include\n",
    "# an extra Dense layer (and dropout) before final dropout and final Dense layer\n",
    "model = vis.image_classifier('pretrained_resnet50', train_data, val_data, pt_fc=[512], pt_ps=[0.25])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# wrap model and data in Learner object\n",
    "learner = ktrain.get_learner(model=model, train_data=train_data, val_data=val_data, \n",
    "                             workers=8, use_multiprocessing=False, batch_size=64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "175 (trainable=True) : <keras.layers.core.Flatten object at 0x7effa9315da0>\n",
      "176 (trainable=True) : <keras.layers.core.Dropout object at 0x7efeec7c5048>\n",
      "177 (trainable=True) : <keras.layers.core.Dense object at 0x7efebc0e1dd8>\n",
      "178 (trainable=True) : <keras.layers.core.Dropout object at 0x7efeec7914a8>\n",
      "179 (trainable=True) : <keras.layers.core.Dense object at 0x7efebc0dcc88>\n"
     ]
    }
   ],
   "source": [
    "learner.print_layers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simulating training for different learning rates... this may take a few moments...\n",
      "Epoch 1/5\n",
      "92/92 [==============================] - 32s 349ms/step - loss: 7.2042 - acc: 0.0324\n",
      "Epoch 2/5\n",
      "92/92 [==============================] - 26s 278ms/step - loss: 3.6258 - acc: 0.1726\n",
      "Epoch 3/5\n",
      "92/92 [==============================] - 26s 286ms/step - loss: 2.7193 - acc: 0.3370\n",
      "Epoch 4/5\n",
      "92/92 [==============================] - 25s 275ms/step - loss: 4.1443 - acc: 0.0447\n",
      "Epoch 5/5\n",
      "73/92 [======================>.......] - ETA: 5s - loss: 12.4748 - acc: 0.0276\n",
      "\n",
      "done.\n",
      "Please invoke the Learner.lr_plot() method to visually inspect the loss plot to help identify the maximal learning rate associated with falling loss.\n"
     ]
    }
   ],
   "source": [
    "# find a good learning rate\n",
    "learner.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.lr_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "begin training using triangular learning rate policy with max lr of 0.0005...\n",
      "Epoch 1/20\n",
      "92/92 [==============================] - 32s 350ms/step - loss: 3.0374 - acc: 0.2756 - val_loss: 0.9356 - val_acc: 0.7035\n",
      "Epoch 2/20\n",
      "92/92 [==============================] - 30s 329ms/step - loss: 1.9647 - acc: 0.4609 - val_loss: 0.6550 - val_acc: 0.8032\n",
      "Epoch 3/20\n",
      "92/92 [==============================] - 31s 336ms/step - loss: 1.6151 - acc: 0.5372 - val_loss: 0.5620 - val_acc: 0.8373\n",
      "Epoch 4/20\n",
      "92/92 [==============================] - 31s 334ms/step - loss: 1.3980 - acc: 0.5919 - val_loss: 0.4786 - val_acc: 0.8574\n",
      "Epoch 5/20\n",
      "92/92 [==============================] - 31s 334ms/step - loss: 1.2780 - acc: 0.6299 - val_loss: 0.4058 - val_acc: 0.8701\n",
      "Epoch 6/20\n",
      "92/92 [==============================] - 30s 326ms/step - loss: 1.2129 - acc: 0.6414 - val_loss: 0.4124 - val_acc: 0.8809\n",
      "Epoch 7/20\n",
      "92/92 [==============================] - 31s 339ms/step - loss: 1.0986 - acc: 0.6736 - val_loss: 0.4517 - val_acc: 0.8655\n",
      "\n",
      "Epoch 00007: Reducing Max LR on Plateau: new max lr will be 0.00025 (if not early_stopping).\n",
      "Epoch 8/20\n",
      "92/92 [==============================] - 31s 332ms/step - loss: 0.9641 - acc: 0.6951 - val_loss: 0.4073 - val_acc: 0.8835\n",
      "Epoch 9/20\n",
      "92/92 [==============================] - 30s 330ms/step - loss: 0.8744 - acc: 0.7328 - val_loss: 0.4083 - val_acc: 0.8842\n",
      "\n",
      "Epoch 00009: Reducing Max LR on Plateau: new max lr will be 0.000125 (if not early_stopping).\n",
      "Epoch 10/20\n",
      "92/92 [==============================] - 31s 338ms/step - loss: 0.8001 - acc: 0.7473 - val_loss: 0.3986 - val_acc: 0.8902\n",
      "Epoch 11/20\n",
      "92/92 [==============================] - 30s 331ms/step - loss: 0.7494 - acc: 0.7600 - val_loss: 0.3515 - val_acc: 0.9009\n",
      "Epoch 12/20\n",
      "92/92 [==============================] - 31s 332ms/step - loss: 0.7711 - acc: 0.7605 - val_loss: 0.3588 - val_acc: 0.9016\n",
      "Epoch 13/20\n",
      "92/92 [==============================] - 31s 338ms/step - loss: 0.7120 - acc: 0.7775 - val_loss: 0.3648 - val_acc: 0.8989\n",
      "\n",
      "Epoch 00013: Reducing Max LR on Plateau: new max lr will be 6.25e-05 (if not early_stopping).\n",
      "Epoch 14/20\n",
      "92/92 [==============================] - 31s 339ms/step - loss: 0.6650 - acc: 0.7836 - val_loss: 0.3347 - val_acc: 0.9023\n",
      "Epoch 15/20\n",
      "92/92 [==============================] - 31s 334ms/step - loss: 0.6482 - acc: 0.7930 - val_loss: 0.3450 - val_acc: 0.9070\n",
      "Epoch 16/20\n",
      "92/92 [==============================] - 31s 334ms/step - loss: 0.6566 - acc: 0.7876 - val_loss: 0.3415 - val_acc: 0.9003\n",
      "\n",
      "Epoch 00016: Reducing Max LR on Plateau: new max lr will be 3.125e-05 (if not early_stopping).\n",
      "Epoch 17/20\n",
      "92/92 [==============================] - 30s 329ms/step - loss: 0.6001 - acc: 0.8079 - val_loss: 0.3497 - val_acc: 0.9029\n",
      "Epoch 18/20\n",
      "92/92 [==============================] - 30s 324ms/step - loss: 0.5975 - acc: 0.8089 - val_loss: 0.3469 - val_acc: 0.9050\n",
      "\n",
      "Epoch 00018: Reducing Max LR on Plateau: new max lr will be 1.5625e-05 (if not early_stopping).\n",
      "Epoch 19/20\n",
      "92/92 [==============================] - 31s 336ms/step - loss: 0.5817 - acc: 0.8120 - val_loss: 0.3503 - val_acc: 0.9036\n",
      "Epoch 20/20\n",
      "92/92 [==============================] - 31s 341ms/step - loss: 0.5783 - acc: 0.8105 - val_loss: 0.3301 - val_acc: 0.9103\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7fd8f48bbb38>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train for 20 epochs and reduce LR after no improvement for 2 epochs\n",
    "learner.autofit(5e-4, 20, reduce_on_plateau=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get a Predictor instance that wraps model and Preprocessor object\n",
    "predictor = ktrain.get_predictor(learner.model, preproc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Ragdoll_186.jpg',\n",
       " 'leonberger_73.jpg',\n",
       " 'great_pyrenees_11.jpg',\n",
       " 'Persian_101.jpg',\n",
       " 'samoyed_76.jpg',\n",
       " 'beagle_28.jpg',\n",
       " 'keeshond_25.jpg',\n",
       " 'staffordshire_bull_terrier_8.jpg',\n",
       " 'newfoundland_146.jpg',\n",
       " 'japanese_chin_87.jpg']"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get some random file names of images\n",
    "!!ls {DATADIR} | sort -R |head -10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f7ded1ce080>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize ragdoll\n",
    "vis.show_image(DATADIR+'/Ragdoll_186.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Ragdoll']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# correctly predict ragdoll\n",
    "predictor.predict_filename(DATADIR+'/Ragdoll_186.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f7df4fe2e48>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize a staffordshire bull terrier\n",
    "vis.show_image(DATADIR+'/staffordshire_bull_terrier_8.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['staffordshire_bull_terrier']"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# correctly predict the staffordshire bull terrier\n",
    "predictor.predict_filename(DATADIR+'/staffordshire_bull_terrier_8.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save predictor object for later use\n",
    "predictor.save('/tmp/pet_detector')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load predictor object\n",
    "predictor = ktrain.load_predictor('/tmp/pet_detector')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['newfoundland']"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# predict a Newfoundland\n",
    "predictor.predict_filename(DATADIR+'/newfoundland_146.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f7df4f7f748>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let's look at the dog we correctly predicted - it's cute\n",
    "vis.show_image(DATADIR+'/newfoundland_146.jpg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
